Academic Journal

Finite-time decentralized event-triggered feedback control for generalized neural networks with mixed interval time-varying delays and cyber-attacks

التفاصيل البيبلوغرافية
العنوان: Finite-time decentralized event-triggered feedback control for generalized neural networks with mixed interval time-varying delays and cyber-attacks
المؤلفون: Chantapish Zamart, Thongchai Botmart, Wajaree Weera, Prem Junsawang
المصدر: AIMS Mathematics, Vol 8, Iss 9, Pp 22274-22300 (2023)
بيانات النشر: AIMS Press, 2023.
سنة النشر: 2023
المجموعة: LCC:Mathematics
مصطلحات موضوعية: generalized neural networks, finite-time stability, time-varying delays, feedback control, cyber-attacks, decentralized event-triggered scheme, Mathematics, QA1-939
الوصف: This article investigates the finite-time decentralized event-triggered feedback control problem for generalized neural networks (GNNs) with mixed interval time-varying delays and cyber-attacks. A decentralized event-triggered method reduces the network transmission load and decides whether sensor measurements should be sent out. The cyber-attacks that occur at random are described employing Bernoulli distributed variables. By the Lyapunov-Krasovskii stability theory, we apply an integral inequality with an exponential function to estimate the derivative of the Lyapunov-Krasovskii functionals (LKFs). We present new sufficient conditions in the form of linear matrix inequalities. The main objective of this research is to investigate the stochastic finite-time boundedness of GNNs with mixed interval time-varying delays and cyber-attacks by providing a decentralized event-triggered method and feedback controller. Finally, a numerical example is constructed to demonstrate the effectiveness and advantages of the provided control scheme.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2473-6988
70124582
Relation: https://doaj.org/toc/2473-6988
DOI: 10.3934/math.20231136?viewType=HTML
DOI: 10.3934/math.20231136
URL الوصول: https://doaj.org/article/70124582822f4563b0c89f1d09821c4d
رقم الانضمام: edsdoj.70124582822f4563b0c89f1d09821c4d
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:24736988
70124582
DOI:10.3934/math.20231136?viewType=HTML